A recurrent neural network to predict heart failure based on ICD-9 patient data analysis from MIMIC dataset. RETAIN network uses "Reverse Time Attention Mechanism" for predictions.
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Apr 11, 2023 - Jupyter Notebook
A recurrent neural network to predict heart failure based on ICD-9 patient data analysis from MIMIC dataset. RETAIN network uses "Reverse Time Attention Mechanism" for predictions.
NHS Digital Data Science Internship Project November 2019
Companion code repository to Marcou et al. 2024, Creating a computer assisted ICD coding system: Performance metric choice and use of the ICD hierarchy
Tools of Utilization and Cost in Healthcare in Python
Knowledge-Aware ICD Coding.
Create binary traits for UKbio using ICD/OPER/medication/self reports/age of diagnosis/visit-dates etc). The current output includes variables on history, study visit, future, time-to-first-event, episode-duration. this is a starting point to construct your favorite trait in ukb. The code was written on the go, so not super clean code..
ICD-9 to ICD-10 conversion using CMS General Equivalence Mapping (GEM)
Disease Pattern Miner is a free, open-source mining framework for interactively discovering sequential disease patterns in medical health record datasets.
Tools of Utilization and Cost in Healthcare
I have scraped International Statistical Classification of Diseases and Related Health Problems 10th Revision websites's data. It has all the diseases and health problems. I have also attached csv of scraped data which contains two column "Ids" and "Description".
ICD_GEMs.jl is a Julia package that allows to translate ICD-9 codes in ICD-10 and viceversa via the General Equivalence Mappings (GEMs) of the International Classification of Diseases (ICD).
Develop a function to be incorporated into the R package 'icd' that will convert International Classification of Diseases codes from Ninth to Tenth revisions
Fast ICD-10 and ICD-9 comorbidities, decoding and validation in R. NB use main instead of master for default branch.
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